Do high dividend stocks usually drop much after dividend payout day?

Yes, but just for the short term. After ex-dividend day, company shares drop by the amount of the expected dividend or distribution to be paid. Some dividends are paid out as stock, not as a cash. They also affect the share price negatively, but only in the short term. After few months, everything goes back to normal.